The lab develops modern machine learning, generative modeling, and statistical learning frameworks ... He is the lead developer of widely used open-source software including BayesPrism, a Bayesian ...
The lab develops modern machine learning, generative modeling, and statistical learning frameworks ... He is the lead developer of widely used open-source software including BayesPrism, a Bayesian ...
... in Bayesian statistical frameworks, including Bayesian causal inference methods for reasoning under uncertainty, evaluating intervention effects, and supporting decision-making in complex operational ...
... in Bayesian statistical frameworks, including Bayesian causal inference methods for reasoning under uncertainty, evaluating intervention effects, and supporting decision-making in complex operational ...
Data/ML Scientist SME
Falls Church, VA · On-site
... in Bayesian statistical frameworks, including Bayesian causal inference methods for reasoning under uncertainty, evaluating intervention effects, and supporting decision-making in complex operational ...
Data/ML Scientist SME
Falls Church, VA · On-site
... in Bayesian statistical frameworks, including Bayesian causal inference methods for reasoning under uncertainty, evaluating intervention effects, and supporting decision-making in complex operational ...
Postdoctoral Associate
Blacksburg, VA · On-site
Postdoctoral Associate Job no: 532276 Work type: Research Faculty Senior management: Natural ... statistical modeling in both frequentist and Bayesian frameworks • A solid track record of ...
Postdoctoral Associate
Blacksburg, VA · On-site
Postdoctoral Associate Job no: 532276 Work type: Research Faculty Senior management: Natural ... statistical modeling in both frequentist and Bayesian frameworks • A solid track record of ...
Postdoctoral Associate Apply now Back to search results Job no: 532276 Work type: Research Faculty ... statistical modeling in both frequentist and Bayesian frameworks A solid track record of ...
Postdoctoral Associate Apply now Back to search results Job no: 532276 Work type: Research Faculty ... statistical modeling in both frequentist and Bayesian frameworks A solid track record of ...
Senior Data Product Manager with Security Clearance
Fairfax, VA · On-site
$125K - $165K/yr
... in Bayesian statistical frameworks, particularly Bayesian causal inference, to support uncertainty-aware analysis, intervention evaluation, and decision-making in complex operational environments ...
Senior Data Product Manager with Security Clearance
Fairfax, VA · On-site
$125K - $165K/yr
... in Bayesian statistical frameworks, particularly Bayesian causal inference, to support uncertainty-aware analysis, intervention evaluation, and decision-making in complex operational environments ...
Data Engineer with Security Clearance
$118K - $142K/yr
Advanced Statistical knowledge and analysis methods (e.g., Bayesian Statistics, multivariate analysis, machine learning techniques) * Experience in analytical tool development, identification, and ...
Data Engineer with Security Clearance
$118K - $142K/yr
Advanced Statistical knowledge and analysis methods (e.g., Bayesian Statistics, multivariate analysis, machine learning techniques) * Experience in analytical tool development, identification, and ...
Postdoctoral employment is temporary and is normally limited to an individual who has been awarded ... Proficiency in statistical computing (e.g., R, Python) * Strong quantitative skills (e.g ...
Postdoctoral employment is temporary and is normally limited to an individual who has been awarded ... Proficiency in statistical computing (e.g., R, Python) * Strong quantitative skills (e.g ...
Data Engineer
Chantilly, VA · On-site
$117K - $140K/yr
Advanced Statistical knowledge and analysis methods (e.g., Bayesian Statistics, multivariate analysis, machine learning techniques) * Experience in analytical tool development, identification, and ...
Data Engineer
Chantilly, VA · On-site
$117K - $140K/yr
Advanced Statistical knowledge and analysis methods (e.g., Bayesian Statistics, multivariate analysis, machine learning techniques) * Experience in analytical tool development, identification, and ...
Data Engineer
Chantilly, VA · On-site
$117K - $140K/yr
Advanced Statistical knowledge and analysis methods (e.g., Bayesian Statistics, multivariate analysis, machine learning techniques) * Experience in analytical tool development, identification, and ...
Data Engineer
Chantilly, VA · On-site
$117K - $140K/yr
Advanced Statistical knowledge and analysis methods (e.g., Bayesian Statistics, multivariate analysis, machine learning techniques) * Experience in analytical tool development, identification, and ...
Postdoctoral Researcher
Gloucester Point, VA · On-site
$70K/yr
Expertise in uncertainty quantification and statistical methods. * Experience with data ... JP0518 - Postdoctoral Research Associate (12 months) - Exempt - Salary - S99 Qualifications:
Postdoctoral Researcher
Gloucester Point, VA · On-site
$70K/yr
Expertise in uncertainty quantification and statistical methods. * Experience with data ... JP0518 - Postdoctoral Research Associate (12 months) - Exempt - Salary - S99 Qualifications:
Postdoctoral Associate
Blacksburg, VA · On-site
Postdoctoral Associate Job no: 532241 Work type: Research Faculty Senior management: College of ... in diverse settings - Significant statistical analysis experience with multilevel and/or ...
Postdoctoral Associate
Blacksburg, VA · On-site
Postdoctoral Associate Job no: 532241 Work type: Research Faculty Senior management: College of ... in diverse settings - Significant statistical analysis experience with multilevel and/or ...
Postdoctoral Associate Apply now Back to search results Job no: 532241 Work type: Research Faculty ... in diverse settings - Significant statistical analysis experience with multilevel and/or ...
Postdoctoral Associate Apply now Back to search results Job no: 532241 Work type: Research Faculty ... in diverse settings - Significant statistical analysis experience with multilevel and/or ...
Postdoctoral Associate
Blacksburg, VA · On-site +1
Postdoctoral Associate Apply now Back to search results Job no: 536160 Work type: Research Faculty ... in-situ datasets. The candidate will apply a suite of statistical and physical models for ...
Postdoctoral Associate
Blacksburg, VA · On-site +1
Postdoctoral Associate Apply now Back to search results Job no: 536160 Work type: Research Faculty ... in-situ datasets. The candidate will apply a suite of statistical and physical models for ...
Debswapna Bhattacharya's research group in the Department of Computer Science at Virginia Tech ( ... Statistics, Mathematics, Biophysics, Physics, Chemistry, Biology or related fields. PhD must be ...
Debswapna Bhattacharya's research group in the Department of Computer Science at Virginia Tech ( ... Statistics, Mathematics, Biophysics, Physics, Chemistry, Biology or related fields. PhD must be ...
Postdoctoral Associate
Blacksburg, VA · On-site
$58K - $62K/yr
Postdoctoral Associate Job no: 536160 Work type: Research Faculty Senior management: College of ... in-situ datasets. The candidate will apply a suite of statistical and physical models for ...
Postdoctoral Associate
Blacksburg, VA · On-site
$58K - $62K/yr
Postdoctoral Associate Job no: 536160 Work type: Research Faculty Senior management: College of ... in-situ datasets. The candidate will apply a suite of statistical and physical models for ...
Postdoctoral Associate
Blacksburg, VA · On-site
$63K - $73K/yr
Debswapna Bhattacharya's research group in the Department of Computer Science at Virginia Tech ( ... Statistics, Mathematics, Biophysics, Physics, Chemistry, Biology or related fields. • PhD must be ...
Postdoctoral Associate
Blacksburg, VA · On-site
$63K - $73K/yr
Debswapna Bhattacharya's research group in the Department of Computer Science at Virginia Tech ( ... Statistics, Mathematics, Biophysics, Physics, Chemistry, Biology or related fields. • PhD must be ...
Postdoctoral Associate: Occoquan PFAS Fingerprinting and Forensics projects
Blacksburg, VA · On-site
$63K/yr
Postdoctoral Associate: Occoquan PFAS Fingerprinting and Forensics projects Job no: 535155 Work ... Competency in programming and statistical analysis for advanced data interpretation Preferred ...
Postdoctoral Associate: Occoquan PFAS Fingerprinting and Forensics projects
Blacksburg, VA · On-site
$63K/yr
Postdoctoral Associate: Occoquan PFAS Fingerprinting and Forensics projects Job no: 535155 Work ... Competency in programming and statistical analysis for advanced data interpretation Preferred ...
Postdoctoral Associate: Occoquan PFAS Fingerprinting and Forensics projects Apply now Back to ... Competency in programming and statistical analysis for advanced data interpretation Preferred ...
Postdoctoral Associate: Occoquan PFAS Fingerprinting and Forensics projects Apply now Back to ... Competency in programming and statistical analysis for advanced data interpretation Preferred ...
Postdoctoral Associate
Blacksburg, VA · On-site
Jungmeen Kim-Spoon, in the Department of Psychology at Virginia Tech ( Research in the lab ... Responsibilities will include (1) conducting advanced statistical analyses and modeling of ...
Postdoctoral Associate
Blacksburg, VA · On-site
Jungmeen Kim-Spoon, in the Department of Psychology at Virginia Tech ( Research in the lab ... Responsibilities will include (1) conducting advanced statistical analyses and modeling of ...
Postdoctoral In Bayesian Statistics information
What is a Postdoctoral position in Bayesian Statistics?
What are some common challenges faced by postdoctoral researchers in Bayesian statistics, and how can they be addressed?
What is the difference between Postdoctoral In Bayesian Statistics vs Postdoctoral In Data Science?
| Aspect | Postdoctoral In Bayesian Statistics | Postdoctoral In Data Science |
|---|---|---|
| Required Credentials | PhD in Statistics, Mathematics, or related field | PhD in Computer Science, Statistics, or related field |
| Work Environment | Academic research, university labs | Research institutions, tech companies, industry labs |
| Employer & Industry Usage | Universities, research institutes | Tech firms, finance, healthcare, consulting |
| Common Search & Comparison Intent | Specialized research roles in Bayesian methods | Broader data analysis and machine learning roles |
Postdoctoral In Bayesian Statistics focuses on advanced research in Bayesian methods within academic settings, requiring deep statistical expertise. In contrast, Postdoctoral In Data Science covers a broader range of data analysis techniques, including machine learning, often in industry environments. Both roles require a PhD but differ in application focus and work environment.
What are the key skills and qualifications needed to thrive as a Postdoctoral Researcher in Bayesian Statistics, and why are they important?
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Postdoctoral Researcher in Computational Biology and Machine Learning
University of VirginiaCharlottesville, VA • On-site
Full-time
Posted 18 days ago
University Of Virginia rating
7.8
Based on 34 frontline employees who took The Breakroom Quiz
192nd of 538 rated colleges and universities
Job description
The Chu Lab (www.tchulab.org) in the Department of Genome Sciences at the University of Virginia (UVA) School of Medicine is seeking to fill Postdoctoral Researcher positions in computational biology and machine learning. The lab develops modern machine learning, generative modeling, and statistical learning frameworks to decipher single-cell and spatial transcriptomics data, with the goal of uncovering cellular and tissue dynamics underlying cancer, inflammation, and tissue senescence.
Research directions. Successful candidates will lead one or more of the following ongoing projects:
• Developing neural differential equation and continuous-time dynamical models for spatial and single-cell transcriptomics to dissect cell-cell interactions and perturbation responses in complex tissue microenvironments.
• Building generative models of single-cell and spatial data to characterize cellular and tissue heterogeneity in cancer, inflammation, and tissue senescence.
• Developing next-generation deep-learning and statistical deconvolution methods for inferring gene regulation from bulk, single-cell, and spatial-omics data.
Candidates are also encouraged to develop independent research directions aligned with the lab's interests.
About the PI.
The lab is led by Dr. Tinyi Chu, who joined UVA as Assistant Professor in 2026. Dr. Chu received his Ph.D. in Computational Biology from Cornell University and subsequently completed postdoctoral training at Memorial Sloan Kettering Cancer Center and Yale University. His work has appeared as first- or co-first-author publications in Nature Cancer, Nature Genetics, and Cell Stem Cell, spanning statistical method development, cancer transcriptional regulation, and spatial transcriptomics. He is the lead developer of widely used open-source software including BayesPrism, a Bayesian deconvolution framework selected as a Nature Cancer 2022 highlight. Dr. Chu's research has been recognized by a Damon Runyon Quantitative Biology Fellowship and is currently supported by an NIH K99/R00 Pathway to Independence Award (NHGRI) and substantial UVA institutional startup funding - providing a strongly resourced environment for ambitious, long-horizon methodological research.
Mentorship and Career Development
The Chu Lab is built on the philosophy of "Mentorship as Collaboration," where trainees are valued as scientific collaborators rather than assistants. As a postdoctoral scientist in a newly established lab, you will receive individualized mentorship tailored to your career goals, defined by genuine intellectual exchange, direct technical engagement in algorithm and model development, and shared co-ownership of the science.
• Active Collaboration. The PI maintains an open-door policy, meets regularly with trainees, and is deeply involved to support their algorithm and model development.
• Scientific Independence. You will be supported to develop and lead your own research ideas with the freedom and computational resources required to pursue them.
• Grant Writing and Career Transition. Leveraging the PI's recent successful K99/R00 transition, you will receive step-by-step training in scientific writing, proposal preparation, and fellowship applications. Postdocs are supported and encouraged to apply for independent fellowships.
• Visibility. Full support for presenting at top-tier venues spanning machine learning and computational biology, and active assistance in building your professional network across academia and industry.
Environment
The Chu Lab is part of a vibrant interdisciplinary research community at UVA, with active collaborations across the UVA School of Medicine. The lab has full access to UVA's high-performance computing resources and core facilities supporting genomics and imaging.
Charlottesville, Virginia is a highly livable university town nestled at the foothills of the Blue Ridge Mountains, known for its excellent quality of life, affordability relative to other U.S. research hubs, and rich cultural and outdoor offerings.
Minimum Qualifications
Ph.D. (or equivalent) in Computer Science, Applied Mathematics, Statistics, Computational Biology, Biophysics, Engineering, or a related quantitative discipline, in hand by the appointment start date.
Preferred Qualifications
• Strong foundational knowledge in mathematics and statistics
• Proficiency in PyTorch (or equivalent deep-learning frameworks)
• At least one peer-reviewed publication in the previous area of research (not necessarily biology-related)
• Genuine intellectual curiosity for solving biological problems through quantitative approaches
• Prior experience with spatial transcriptomics, single-cell omics, or related biological datasets is a plus but not required - candidates from purely computational backgrounds are strongly encouraged to apply; domain-specific biological knowledge can be acquired on the job
This is a 12-month appointment with the possibility of renewal contingent upon satisfactory performance and the availability of funding. Salary is commensurate with education and experience.
Postdoctoral employment is temporary and is normally limited to an individual who has been awarded a Ph.D. or equivalent doctorate within the previous five years and who will be involved in full-time research or scholarship at the University. Employment as a Postdoctoral Research Associate is viewed as training and is preparatory for a full-time academic or research career, is supervised by a senior scholar, and allows the appointee to publish the results of his/her research or scholarship during the training period
This position will sponsor applicants for work visas who meet the qualifications.
Start date is available immediately; the start date is flexible.
This position will remain open until filled. The University will perform background checks on all new hires prior to employment.
To Apply:
Please apply through Careers at UVA , and search for R0083959.
Complete an application online with the following documents:
- CV
- Cover letter
- Contact information for 3 references.
Upload all materials into the resume submission field, multiple documents can be submitted into this one field. Alternatively, merge all documents into one PDF for submission. Applications that do not contain all required documents will not receive full consideration.
Internal applicants: Search and apply for jobs on the UVA Internal Careers website .
For questions about the application process, please contact Bill Crane, Academic Recruiter at Xer5ff@virginia.edu
The University of Virginia is an equal opportunity employer. All interested persons are encouraged to apply, including veterans and individuals with disabilities. Learn more about UVA's commitment to non-discrimination and equal opportunity employment .
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